MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation

17 March 2023

Klaus Maier-Hein

Papers citing "MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation"

50 / 60 papers shown

Title
GaMNet: A Hybrid Network with Gabor Fusion and NMamba for Efficient 3D Glioma Segmentation Chengwei Ye H. Zhang Yufei Lin Kangsheng Wang Linuo Xu Shuyan Liu MedIm 33 0 0 08 May 2025
Mamba Based Feature Extraction And Adaptive Multilevel Feature Fusion For 3D Tumor Segmentation From Multi-modal Medical Image Zexin Ji Beiji Zou Xiaoyan Kui Hua Li P. Vera S. Ruan Mamba 46 0 0 30 Apr 2025
MuTri: Multi-view Tri-alignment for OCT to OCTA 3D Image Translation Z. Chen Hualiang Wang Chubin Ou Xiaomeng Li 28 0 0 02 Apr 2025
DBF-UNet: A Two-Stage Framework for Carotid Artery Segmentation with Pseudo-Label Generation Haoxuan Li Wei song Aofan Liu Peiwu Qin 36 0 0 01 Apr 2025
Multi-Task Learning for Extracting Menstrual Characteristics from Clinical Notes Anna Shopova Cristoph Lippert Leslee J. Shaw Eugenia Alleva 37 0 0 31 Mar 2025
WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation Md. Mahfuz Al Hasan Mahdi Zaman Abdul Jawad A. Santamaría-Pang Ho Hin Lee ... Md Shah Imran Antika Roy Y. P. Fallah Navid Asadizanjani Reza Forghani MedIm 34 0 0 31 Mar 2025
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation Rafi Ibn Sultan Hui Zhu Chengyin Li Dongxiao Zhu 47 0 0 30 Mar 2025
Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging Abdul Qayyum Moona Mazher Devran Ugurlu J. Solís-Lemus C. Rodero Steven A Niederer 27 0 0 24 Mar 2025
Progressive Test Time Energy Adaptation for Medical Image Segmentation Xiaoran Zhang Byung-Woo Hong Hyoungseob Park Daniel H. Pak Anne-Marie Rickmann Lawrence H. Staib James S. Duncan Alex Wong OOD MedIm 57 0 0 20 Mar 2025
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset Zhaodong Wu Qiaochu Zhao Ming Hu Yulong Li Haochen Xue ... Junjun He Yu Qiao Zhong Zheng Feilong Tang Jionglong Su 46 1 0 17 Mar 2025
Towards Universal Text-driven CT Image Segmentation Yuheng Li Yuxiang Lai Maria Thor Deborah Marshall Zachary Buchwald D. Yu Xiaofeng Yang MedIm VLM 50 2 0 08 Mar 2025
Task-oriented Uncertainty Collaborative Learning for Label-Efficient Brain Tumor Segmentation Zhenxuan Zhang Hongjie Wu Jiahao Huang Baihong Xie Zhifan Gao Junxian Du Pete Lally Guang Yang 47 0 0 07 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Fabian Isensee Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 39 1 0 03 Mar 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan V. Oseledets OOD 30 0 0 24 Feb 2025
Parameter-efficient Fine-tuning for improved Convolutional Baseline for Brain Tumor Segmentation in Sub-Saharan Africa Adult Glioma Dataset Bijay Adhikari Pratibha Kulung Jakesh Bohaju Laxmi Kanta Poudel Confidence Raymond Dong Zhang U. Anazodo Bishesh Khanal M. Shakya 61 0 0 18 Dec 2024
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer Xinyuan Shao Yiqing Shen Mathias Unberath MedIm 72 0 0 18 Dec 2024
Adult Glioma Segmentation in Sub-Saharan Africa using Transfer Learning on Stratified Finetuning Data Abhijeet Parida Daniel Capellán-Martín Zhifan Jiang Austin Tapp Xinyang Liu Syed Muhammad Anwar María J. Ledesma-Carbayo M. Linguraru 60 1 0 05 Dec 2024
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation Bastian Wittmann Yannick Wattenberg Tamaz Amiranashvili Suprosanna Shit Bjoern H. Menze 71 3 0 26 Nov 2024
Optimizing Brain Tumor Segmentation with MedNeXt: BraTS 2024 SSA and Pediatrics Sarim Hashmi Juan Lugo Abdelrahman Elsayed Dinesh Saggurthi Mohammed Elseiagy Alikhan Nurkamal Jaskaran Walia F. Maani Mohammad Yaqub 72 1 0 24 Nov 2024
Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy Nikoo Moradi André Ferreira B. Puladi Jens Kleesiek Emad Fatemizadeh Gijs Luijten Victor Alves Jan Egger 56 1 0 22 Nov 2024
Improved Multi-Task Brain Tumour Segmentation with Synthetic Data Augmentation André Ferreira Tiago Jesus B. Puladi Jens Kleesiek Victor Alves Jan Egger 32 1 0 07 Nov 2024
Revisiting MAE pre-training for 3D medical image segmentation Tassilo Wald Constantin Ulrich Stanislav Lukyanenko Andrei Goncharov Alberto Paderno Leander Maerkisch Paul F. Jäger Paul F. Jäger Klaus Maier-Hein 30 2 0 30 Oct 2024
Taming Mambas for Voxel Level 3D Medical Image Segmentation Luca Lumetti Vittorio Pipoli Kevin Marchesini Elisa Ficarra C. Grana Federico Bolelli MedIm Mamba 12 0 0 20 Oct 2024
De-Identification of Medical Imaging Data: A Comprehensive Tool for Ensuring Patient Privacy Moritz Rempe Lukas Heine C. Seibold Fabian Horst Jens Kleesiek MedIm 16 0 0 16 Oct 2024
REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation Zhiyun Song Y. Zhao Xiaomin Li Manman Fei Xiangyu Zhao ... Chung-Hsing Yeh Qian Wang Guoyan Zheng Songtao Ai Lichi Zhang 22 1 0 14 Oct 2024
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray Fluoroscopy Yuxuan Wen Evgenia Roussinova Olivier Brina Paolo Machi Mohamed Bouri OOD MedIm 21 1 0 09 Oct 2024
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images Hualiang Wang Yiqun Lin Xinpeng Ding X. Li Mamba 34 2 0 13 Sep 2024
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis Qiang Qiao Wenyu Wang Meixia Qu Kun Su Bin Jiang Qiang Guo 15 2 0 07 Sep 2024
HySparK: Hybrid Sparse Masking for Large Scale Medical Image Pre-Training Fenghe Tang Ronghao Xu Qingsong Yao Xueming Fu Quan Quan Heqin Zhu Zaiyi Liu S. Kevin Zhou SSL MedIm 27 4 0 11 Aug 2024
AMAES: Augmented Masked Autoencoder Pretraining on Public Brain MRI Data for 3D-Native Segmentation Asbjorn Munk Jakob Ambsdorf S. Llambias Mads Nielsen 22 4 0 01 Aug 2024
MIST: A Simple and Scalable End-To-End 3D Medical Imaging Segmentation Framework Jingyao Wu Evan Lim T. Dang Brayden Mi Alex Balsells V. Sethu Caroline Chung Beatrice Riviere David T. Fuentes VLM 25 2 0 31 Jul 2024
CardioSyntax: end-to-end SYNTAX score prediction -- dataset, benchmark and method Alexander Ponomarchuk Ivan Kruzhilov Galina Zubkova Artem Shadrin Ruslan Utegenov Ivan Bessonov Pavel Blinov 25 0 0 29 Jul 2024
SCIsegV2: A Universal Tool for Segmentation of Intramedullary Lesions in Spinal Cord Injury E. Karthik J. Valošek Lynn Farner Dario Pfyffer Simon Schading-Sassenhausen ... Kenneth A Weber Maryam Seif Rhscir Network Imaging Group Patrick Freund Julien Cohen-Adad 23 1 0 24 Jul 2024
SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation Xin You Yixin Lou Minghui Zhang Chuyan Zhang Jie Yang Yun Gu 18 0 0 11 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying-Dong Zang Z. Li MedIm Mamba 44 12 0 01 Jul 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 25 0 0 25 Jun 2024
One registration is worth two segmentations Shiqi Huang Tingfa Xu Ziyi Shen Shaheer U. Saeed Wen Yan D. Barratt Yipeng Hu 25 1 0 17 May 2024
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural Networks F. Maani Anees Ur Rehman Hashmi Numan Saeed Mohammad Yaqub 16 2 0 05 May 2024
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation Z. A. Yazici Ilkay Oksuz H. K. Ekenel MedIm 25 6 0 27 Apr 2024
Multimodal Information Interaction for Medical Image Segmentation Xinxin Fan Lin Liu Haoran Zhang 19 1 0 25 Apr 2024
Mitigating False Predictions In Unreasonable Body Regions Constantin Ulrich Catherine Knobloch Julius Holzschuh Tassilo Wald Maximilian R. Rokuss M. Zenk Maximilian Fischer Michael Baumgartner Fabian Isensee Klaus H. Maier-Hein AI4CE 20 0 0 24 Apr 2024
YNetr: Dual-Encoder architecture on Plain Scan Liver Tumors (PSLT) Wen Sheng Zhong Zheng Jiajun Liu Han Lu Hanyuan Zhang Zhengyong Jiang Zhihong Zhang Daoping Zhu ViT 50 0 0 30 Mar 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Peijie Qiu Jin Yang Sayantan Kumar S. Ghosh Aristeidis Sotiras MedIm 20 8 0 29 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 19 0 0 20 Mar 2024
Advanced Tumor Segmentation in Medical Imaging: An Ensemble Approach for BraTS 2023 Adult Glioma and Pediatric Tumor Tasks F. Maani Anees Ur Rehman Hashmi Mariam Aljuboory Numan Saeed I. Sobirov Mohammad Yaqub 38 5 0 14 Mar 2024
SAMDA: Leveraging SAM on Few-Shot Domain Adaptation for Electronic Microscopy Segmentation Yiran Wang Li Xiao MedIm 21 2 0 12 Mar 2024
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation Zhaohu Xing Tian-Chun Ye Yijun Yang Guang Liu Lei Zhu Mamba 28 184 0 24 Jan 2024
Benchmarking the CoW with the TopCoW Challenge: Topology-Aware Anatomical Segmentation of the Circle of Willis for CTA and MRA Kaiyuan Yang Fabio Musio Yihui Ma Norman Juchler Johannes C. Paetzold ... Klaus Maier-Hein et al. Sven Hirsch Susanne Wegener Bjoern H. Menze 14 23 0 29 Dec 2023
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion Xin You Ming Ding Minghui Zhang Hanxiao Zhang Yi Yu Jie-jin Yang Yun Gu 25 1 0 13 Dec 2023
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 26 17 0 08 Dec 2023